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benchmarks

One method: invented vendors graded from their own request logs. Integration Bench is live; Legacy Integration Bench is in authoring.

Live · rev 01

Integration Bench

15 invented vendors · 17 models · 170 attempts published in full on the first 10 tasks. Applicant-tracking, HRIS and job-board integrations across polling, webhook and writeback surfaces.
Leaderboard
In authoring · Late 2026

Legacy Integration Bench

Coming soon: a benchmark for AI agents integrating with legacy vendor software. SOAP and XML-RPC surfaces, cookie-session auth, CSV over SFTP, undocumented pagination. Same method as Integration Bench.
What is planned

One construction, three surfaces

Every benchmark on this site is built the same way. A vendor is declared once and generated into a live API simulator plus the documentation an agent reads, with a budget of deliberate documentation errors. The agent receives a ticket, a starter repository and that documentation, and has to make the integration work against the live simulator.

Grading never reads the code. It checks the data that ended up in the store against a committed answer key, reads protocol discipline out of the vendor's own request log, and checks whether the integration survived the faults injected mid-run. A failed mandatory check zeroes the task. Every check is a programmatic assertion over a recorded run, so the score can be recomputed offline by anyone.

Public tasks are for development and are what these leaderboards report. Held-out tasks are the exam; nothing about them is published until a sweep is complete.